Current Figure robots have 3-5x headroom in speed via existing actuators once software enables it.
Predictor: Brett Adcock · ep#229 "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229" · source
Prediction text
Current Figure robots have 3-5x headroom in speed via existing actuators once software enables it. | we basically have another three to 5x in terms of speed and the actuators that we can run. The software is not enabling so it doesn't know how to do it yet. Uh so we can run like three to five times faster than what you saw today.
Watch events: Figure 03 shipment volume; BMW, 2nd customer deployment count
Verbatim quote
we basically have another three to 5x in terms of speed and the actuators that we can run. The software is not enabling so it doesn't know how to do it yet. Uh so we can run like three to five times faster than what you saw today.
Predictor: Brett Adcock
Calibration plot (stated vs observed)
Evidence about this node from Brett Adcock is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class: humanoid_commercial_volume
>10,000 unit cumulative deployment of humanoid robot SKU within 3 years of debut
Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.
Probability over time
Milestone chain
- 2026-04-30 → 2026-12-31pendingFigure publicly demonstrates Figure 03 operating at >=2x the Figure 02 cycle-time benchmarkHow: Figure publishes video or press release showing pick-and-place / locomotion cycle-time at >=2x prior generation while running on existing actuator hardwareSource: deep_research_enrichedconf 85%
- 2027-04-15pendingQ1 window check-in (25%)
- 2026-09-01 → 2027-12-31pendingHelix or successor whole-body control model publicly benchmarks task-completion time vs. 2026How: Figure publishes ML benchmark showing learned-control policy delivers measurable cycle-time speedup on identical hardware vs prior generationSource: deep_research_enrichedconf 75%
- 2027-01-01 → 2028-12-31pendingFigure or peer reports field humanoids running at >=3x current observed speed in customer siteHow: Customer (BMW, GXO, or future buyer) confirms deployed humanoids running >=3x speed of 2026 baseline in production environmentSource: deep_research_enrichedconf 55%
- 2028-03-30pendingQ2 window check-in (50%)
- 2027-06-01 → 2029-12-31pendingBotQ factory throughput hits one Figure unit per minute or fasterHow: Figure announces sustained production rate >=60 units/hour from BotQ facility, scaling cumulative units to >=100KSource: deep_research_enrichedconf 40%
- 2027-06-01 → 2029-12-31pendingIndustry benchmark (e.g. RoboHIVE, BEHAVIOR) records 5x speedup on humanoid manipulation tasksHow: Public academic or industry benchmark confirms 5x throughput improvement on a standard humanoid manipulation suite using only software updatesSource: deep_research_enrichedconf 45%
- 2029-03-15pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
What if this resolves?
Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"
Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | S_ASI_FAST_2031 ASI fast: RSI within 5y of AGI | 10.0% | 0.550 | 0.050 | -0.182 |
| killer | TK08 Humanoid Capital Collapse (Figure/Apptronik Flop) | 22.0% | 0.050 | 0.550 | +0.158 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Adverse (5)
Prerequisites (3)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | S_ASI_FAST_2031 | ASI fast: RSI within 5y of AGI | asi_recursive_self_improvement | — |
| correlate | S_HUMANOID_FACTORY_2026 | Humanoid R1: 10K+ factory units by Nov 2026 | humanoid_deployment | — |
| killer | TK08 | Humanoid Capital Collapse (Figure/Apptronik Flop) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (5)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.708 | manifold | How long will Figure's F.03 Robots Run Without Failure? [Polymarket] | — | mentions | pending | 2026-05-15 |
| 0.636 | github_release | facebookresearch/habitat-lab v0.2.1 | — | mentions | pending | 2021-06-30 |
| 0.633 | arxiv | On the Emergence of Pendular Structure in Multi-Contact Locomotion | — | mentions | pending | 2026-05-07 |
| 0.599 | github_release | 1x-technologies/halodi-robot-models 2.3.2 | — | mentions | pending | 2020-10-14 |
| 0.594 | arxiv | Higher-Order Flexible Configurations of Planar Parallel Manipulators Constructed by Averaging | — | mentions | pending | 2026-05-04 |
Raw metadata
{
"nia": false,
"qty": "3x-5x faster",
"url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
"mode": "FORECAST",
"role": "Guest-CEO",
"caveats": "conditional on software",
"context": "we basically have another three to 5x in terms of speed and the actuators that we can run. The software is not enabling so it doesn't know how to do it yet.",
"verbatim": "we basically have another three to 5x in terms of speed and the actuators that we can run. The software is not enabling so it doesn't know how to do it yet. Uh so we can run like three to five times faster than what you saw today.",
"direction": "UP",
"timeframe": "future software unlock",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Figure publicly demonstrates Figure 03 operating at >=2x the Figure 02 cycle-time benchmark",
"source": "deep_research_enriched",
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"ordinal": -9,
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"confidence": 0.85,
"source_url": "https://www.figure.ai/news/introducing-figure-03",
"expected_date": "2026-08-30",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-12-31",
"from": "2026-04-30"
},
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},
{
"kind": "scenario_signal",
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},
{
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},
{
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"source_url": "https://www.eweek.com/news/figure-03-humanoid-robot-production-helix-ai/",
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},
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},
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},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
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"ordinal": -4,
"source_id": null,
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"observed_date": null
},
{
"kind": "llm_post_event",
"label": "BotQ factory throughput hits one Figure unit per minute or faster",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -3,
"source_id": null,
"confidence": 0.4,
"source_url": "http
... (truncated)